Overview

Dataset info

Number of variables34
Number of observations183
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory48.7 KiB
Average record size in memory272.4 B

Variables types

Numeric15
Categorical13
Boolean1
Date0
URL0
Text (Unique)0
Rejected5
Unsupported0

Warnings

engine-location has constant value "front" Rejected
engine_size_cc is highly correlated with engine-size (ρ = 0.9999999194) Rejected
highway-mpg is highly correlated with city-mpg (ρ = 0.9722686731) Rejected
length is highly correlated with Area (ρ = 0.9579561868) Rejected
symboling has 61 (33.3%) zeros Zeros
wheel-base is highly correlated with Area (ρ = 0.9223772163) Rejected

Variables

Area
Numeric

Distinct count86
Unique (%)47.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean622982.6202
Minimum452643.156
Maximum846007.659
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum452643.156
5-th percentile508009.1588
Q1567911.68
Median618420.696
Q3675638.67
95-th percentile771162.483
Maximum846007.659
Range393364.503
Interquartile range107726.99

Descriptive statistics

Standard deviation80578.50403
Coef of variation0.1293431011
Kurtosis-0.2598547131
Mean622982.6202
MAD64652.09014
Skewness0.5039942318
Sum114005819.5
Variance6492895312
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[452643.156 506384.222 515101.288 564301.32 581938.618 731514.624 846007.659], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
626421.695 7 3.8%
 
696139.29 6 3.3%
 
574764.63 6 3.3%
 
724074.876 6 3.3%
 
509815.592 6 3.3%
 
601053.44 5 2.7%
 
576454.632 5 2.7%
 
622095.552 4 2.2%
 
567911.68 4 2.2%
 
581787.936 4 2.2%
 
Other values (76) 130 71.0%
 

Minimum 5 values

ValueCountFrequency (%) 
452643.156 1 0.5%
 
469388.952 2 1.1%
 
504960 3 1.6%
 
507808.444 4 2.2%
 
509815.592 6 3.3%
 

Maximum 5 values

ValueCountFrequency (%) 
846007.659 1 0.5%
 
820742.73 1 0.5%
 
817837.446 1 0.5%
 
798599.412 3 1.6%
 
794568.96 1 0.5%
 

aspiration
Categorical

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
std
148
turbo
35
ValueCountFrequency (%) 
std 148 80.9%
 
turbo 35 19.1%
 
Max length5
Mean length3.382513661
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

body-style
Categorical

Distinct count5
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
sedan
89
hatchback
61
wagon
24
Other values (2)
 
9
ValueCountFrequency (%) 
sedan 89 48.6%
 
hatchback 61 33.3%
 
wagon 24 13.1%
 
hardtop 6 3.3%
 
convertible 3 1.6%
 
Max length11
Mean length6.49726776
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

bore
Categorical

Distinct count35
Unique (%)19.1%
Missing (%)0.0%
Missing (n)0
3.62
 
23
3.19
 
20
3.15
 
15
Other values (32)
125
ValueCountFrequency (%) 
3.62 23 12.6%
 
3.19 20 10.9%
 
3.15 15 8.2%
 
2.97 12 6.6%
 
3.03 9 4.9%
 
3.78 7 3.8%
 
3.31 7 3.8%
 
2.91 7 3.8%
 
3.46 7 3.8%
 
3.27 7 3.8%
 
Other values (25) 69 37.7%
 
Max length4
Mean length3.945355191
Min length3
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

city-mpg
Numeric

Distinct count27
Unique (%)14.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean25.66666667
Minimum14
Maximum49
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum14
5-th percentile17
Q120.5
Median25
Q330.5
95-th percentile37
Maximum49
Range35
Interquartile range10

Descriptive statistics

Standard deviation6.338729145
Coef of variation0.2469634732
Kurtosis0.8489393298
Mean25.66666667
MAD5.005464481
Skewness0.6654487402
Sum4697
Variance40.17948718
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=27)
Histogram
Histogram with variable size bins (bins=[14. 18.5 19.5 22.5 27.5 30.5 31.5 49. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
31 28 15.3%
 
19 25 13.7%
 
24 19 10.4%
 
27 14 7.7%
 
26 12 6.6%
 
23 10 5.5%
 
30 8 4.4%
 
25 8 4.4%
 
28 7 3.8%
 
37 6 3.3%
 
Other values (17) 46 25.1%
 

Minimum 5 values

ValueCountFrequency (%) 
14 2 1.1%
 
15 2 1.1%
 
16 5 2.7%
 
17 6 3.3%
 
18 3 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
49 1 0.5%
 
47 1 0.5%
 
45 1 0.5%
 
38 5 2.7%
 
37 6 3.3%
 

compression-ratio
Numeric

Distinct count30
Unique (%)16.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean10.18535519
Minimum7
Maximum23
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7
5-th percentile7.5
Q18.5
Median9
Q39.4
95-th percentile21.86
Maximum23
Range16
Interquartile range0.9

Descriptive statistics

Standard deviation4.078701684
Coef of variation0.4004476631
Kurtosis4.703658133
Mean10.18535519
MAD2.446756846
Skewness2.516223308
Sum1863.92
Variance16.63580743
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[ 7. 8.35 8.9 9.05 9.15 ... 9.405 9.55 10.05 21.25 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9 43 23.5%
 
9.4 22 12.0%
 
8.5 13 7.1%
 
9.3 11 6.0%
 
9.5 10 5.5%
 
8 7 3.8%
 
7 7 3.8%
 
8.7 7 3.8%
 
9.2 7 3.8%
 
8.6 5 2.7%
 
Other values (20) 51 27.9%
 

Minimum 5 values

ValueCountFrequency (%) 
7 7 3.8%
 
7.5 5 2.7%
 
7.6 3 1.6%
 
7.7 2 1.1%
 
7.8 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
23 5 2.7%
 
22.5 3 1.6%
 
22 1 0.5%
 
21.9 1 0.5%
 
21.5 4 2.2%
 

curb-weight
Numeric

Distinct count159
Unique (%)86.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2542.054645
Minimum1488
Maximum4066
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1488
5-th percentile1900.5
Q12128
Median2405
Q32964.5
95-th percentile3494
Maximum4066
Range2578
Interquartile range836.5

Descriptive statistics

Standard deviation518.0336101
Coef of variation0.2037853951
Kurtosis-0.3204580528
Mean2542.054645
MAD434.1191436
Skewness0.6107976053
Sum465196
Variance268358.8212
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1488. 1875. 2422.5 3290.5 4066. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1918 3 1.6%
 
2275 3 1.6%
 
1989 3 1.6%
 
2385 3 1.6%
 
1967 2 1.1%
 
1876 2 1.1%
 
3230 2 1.1%
 
2414 2 1.1%
 
2403 2 1.1%
 
2395 2 1.1%
 
Other values (149) 159 86.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1488 1 0.5%
 
1713 1 0.5%
 
1819 1 0.5%
 
1837 1 0.5%
 
1874 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
4066 1 0.5%
 
3900 1 0.5%
 
3770 1 0.5%
 
3750 1 0.5%
 
3740 1 0.5%
 

df_index
Numeric

Distinct count183
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean95.61748634
Minimum0
Maximum188
Zeros (%)0.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile9.1
Q150.5
Median97
Q3142.5
95-th percentile178.9
Maximum188
Range188
Interquartile range92

Descriptive statistics

Standard deviation54.82024692
Coef of variation0.5733286768
Kurtosis-1.181265305
Mean95.61748634
MAD47.14288274
Skewness-0.06221157874
Sum17498
Variance3005.259473
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 188.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
188 1 0.5%
 
73 1 0.5%
 
71 1 0.5%
 
70 1 0.5%
 
69 1 0.5%
 
68 1 0.5%
 
67 1 0.5%
 
66 1 0.5%
 
65 1 0.5%
 
64 1 0.5%
 
Other values (173) 173 94.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 0.5%
 
1 1 0.5%
 
2 1 0.5%
 
3 1 0.5%
 
4 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
188 1 0.5%
 
187 1 0.5%
 
186 1 0.5%
 
185 1 0.5%
 
184 1 0.5%
 

drive-wheels
Categorical

Distinct count3
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Front Wheel Drive
114
Rear Wheel Drive
60
Four Wheel Drive
 
9
ValueCountFrequency (%) 
Front Wheel Drive 114 62.3%
 
Rear Wheel Drive 60 32.8%
 
Four Wheel Drive 9 4.9%
 
Max length17
Mean length16.62295082
Min length16
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

engine-location
Constant

This variable is constant and should be ignored for analysis

Constant valuefront

engine-size
Numeric

Distinct count36
Unique (%)19.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean125.1967213
Minimum61
Maximum308
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum61
5-th percentile90
Q197.5
Median110
Q3141
95-th percentile183
Maximum308
Range247
Interquartile range43.5

Descriptive statistics

Standard deviation37.8268843
Coef of variation0.3021395761
Kurtosis5.54164588
Mean125.1967213
MAD27.79897877
Skewness1.952670983
Sum22911
Variance1430.873176
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=36)
Histogram
Histogram with variable size bins (bins=[ 61. 84.5 90.5 100.5 105.5 126. 182. 308. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
92 15 8.2%
 
122 14 7.7%
 
97 14 7.7%
 
108 13 7.1%
 
98 13 7.1%
 
110 12 6.6%
 
90 10 5.5%
 
109 8 4.4%
 
120 7 3.8%
 
141 7 3.8%
 
Other values (26) 70 38.3%
 

Minimum 5 values

ValueCountFrequency (%) 
61 1 0.5%
 
79 1 0.5%
 
90 10 5.5%
 
91 5 2.7%
 
92 15 8.2%
 

Maximum 5 values

ValueCountFrequency (%) 
308 1 0.5%
 
304 1 0.5%
 
258 1 0.5%
 
234 2 1.1%
 
209 3 1.6%
 

engine-type
Categorical

Distinct count5
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
ohc
139
ohcf
 
12
l
 
12
Other values (2)
 
20
ValueCountFrequency (%) 
ohc 139 76.0%
 
ohcf 12 6.6%
 
l 12 6.6%
 
ohcv 11 6.0%
 
dohc 9 4.9%
 
Max length4
Mean length3.043715847
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

engine_size_cc
Highly correlated

This variable is highly correlated with engine-size and should be ignored for analysis

Correlation0.9999999194

fuel-system
Categorical

Distinct count6
Unique (%)3.3%
Missing (%)0.0%
Missing (n)0
mpfi
80
2bbl
63
idi
19
Other values (3)
21
ValueCountFrequency (%) 
mpfi 80 43.7%
 
2bbl 63 34.4%
 
idi 19 10.4%
 
1bbl 11 6.0%
 
spdi 9 4.9%
 
mfi 1 0.5%
 
Max length4
Mean length3.890710383
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

fuel-type
Categorical

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
gas
164
diesel
 
19
ValueCountFrequency (%) 
gas 164 89.6%
 
diesel 19 10.4%
 
Max length6
Mean length3.31147541
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

height
Numeric

Distinct count42
Unique (%)23.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean54.00983607
Minimum49.4
Maximum59.8
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum49.4
5-th percentile50.2
Q152.5
Median54.3
Q355.7
95-th percentile58.22
Maximum59.8
Range10.4
Interquartile range3.2

Descriptive statistics

Standard deviation2.328634811
Coef of variation0.0431150135
Kurtosis-0.4156336048
Mean54.00983607
MAD1.888488758
Skewness0.09152327201
Sum9883.8
Variance5.422540083
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=42)
Histogram
Histogram with variable size bins (bins=[49.4 50.7 50.9 51.5 57.1 59.8], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
50.8 14 7.7%
 
55.7 12 6.6%
 
52 10 5.5%
 
54.5 10 5.5%
 
54.1 10 5.5%
 
55.5 8 4.4%
 
56.7 8 4.4%
 
54.3 8 4.4%
 
56.1 7 3.8%
 
52.6 7 3.8%
 
Other values (32) 89 48.6%
 

Minimum 5 values

ValueCountFrequency (%) 
49.4 2 1.1%
 
49.7 3 1.6%
 
50.2 6 3.3%
 
50.6 4 2.2%
 
50.8 14 7.7%
 

Maximum 5 values

ValueCountFrequency (%) 
59.8 2 1.1%
 
59.1 3 1.6%
 
58.7 4 2.2%
 
58.3 1 0.5%
 
57.5 3 1.6%
 

highway-mpg
Highly correlated

This variable is highly correlated with city-mpg and should be ignored for analysis

Correlation0.9722686731

horsepower
Numeric

Distinct count51
Unique (%)27.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean100.295082
Minimum48
Maximum200
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum48
5-th percentile62
Q170
Median94
Q3116
95-th percentile161
Maximum200
Range152
Interquartile range46

Descriptive statistics

Standard deviation33.71308038
Coef of variation0.3361389185
Kurtosis-0.06221605724
Mean100.295082
MAD27.2817343
Skewness0.8416057659
Sum18354
Variance1136.571789
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 48. 65. 71. 118. 161.5 200. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
68 19 10.4%
 
69 10 5.5%
 
116 9 4.9%
 
70 9 4.9%
 
110 8 4.4%
 
95 7 3.8%
 
62 6 3.3%
 
114 6 3.3%
 
88 6 3.3%
 
160 6 3.3%
 
Other values (41) 97 53.0%
 

Minimum 5 values

ValueCountFrequency (%) 
48 1 0.5%
 
52 2 1.1%
 
55 1 0.5%
 
56 2 1.1%
 
58 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
200 1 0.5%
 
184 2 1.1%
 
182 3 1.6%
 
176 1 0.5%
 
162 2 1.1%
 

hp2cw_ratio
Numeric

Distinct count169
Unique (%)92.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.03893982207
Minimum0.01993569132
Maximum0.06371455878
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.01993569132
5-th percentile0.02726053794
Q10.03413947164
Median0.03747534517
Q30.0437035008
95-th percentile0.05237675056
Maximum0.06371455878
Range0.04377886746
Interquartile range0.009564029163

Descriptive statistics

Standard deviation0.007718777712
Coef of variation0.1982232404
Kurtosis-0.0146425438
Mean0.03893982207
MAD0.006155543089
Skewness0.4356655741
Sum7.125987438
Variance5.957952937e-05
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.01993569 0.02651674 0.03260764 0.0391618 0.05397281 0.06371456], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.03418803419 3 1.6%
 
0.04793233083 2 1.1%
 
0.03485477178 2 1.1%
 
0.03811101906 2 1.1%
 
0.0354535975 2 1.1%
 
0.03471400394 2 1.1%
 
0.03624733475 2 1.1%
 
0.03522012579 2 1.1%
 
0.04827299209 2 1.1%
 
0.02461538462 2 1.1%
 
Other values (159) 162 88.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0.01993569132 1 0.5%
 
0.02296819788 1 0.5%
 
0.02299867315 1 0.5%
 
0.02461538462 2 1.1%
 
0.02636680884 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
0.06371455878 1 0.5%
 
0.05698005698 1 0.5%
 
0.05634674923 1 0.5%
 
0.05619950825 1 0.5%
 
0.05409946237 1 0.5%
 

length
Highly correlated

This variable is highly correlated with Area and should be ignored for analysis

Correlation0.9579561868

make
Categorical

Distinct count18
Unique (%)9.8%
Missing (%)0.0%
Missing (n)0
toyota
32
nissan
 
18
honda
 
13
Other values (15)
120
ValueCountFrequency (%) 
toyota 32 17.5%
 
nissan 18 9.8%
 
honda 13 7.1%
 
mitsubishi 13 7.1%
 
subaru 12 6.6%
 
mazda 12 6.6%
 
volkswagen 12 6.6%
 
peugot 11 6.0%
 
volvo 11 6.0%
 
mercedes-benz 8 4.4%
 
Other values (8) 41 22.4%
 
Max length13
Mean length6.469945355
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

normalized-losses
Numeric

Distinct count57
Unique (%)31.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean124.2744462
Minimum65
Maximum256
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum65
5-th percentile74.3
Q195
Median119
Q3153
95-th percentile190
Maximum256
Range191
Interquartile range58

Descriptive statistics

Standard deviation35.71800928
Coef of variation0.2874123391
Kurtosis0.1979293045
Mean124.2744462
MAD29.42780659
Skewness0.6695204163
Sum22742.22366
Variance1275.776187
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 65. 90.5 106.5 159.5 162.5 195.5 256. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
161 18 9.8%
 
91 8 4.4%
 
104 6 3.3%
 
134 6 3.3%
 
128 6 3.3%
 
168 5 2.7%
 
95 5 2.7%
 
103 5 2.7%
 
74 5 2.7%
 
94 5 2.7%
 
Other values (47) 114 62.3%
 

Minimum 5 values

ValueCountFrequency (%) 
65 5 2.7%
 
74 5 2.7%
 
77 1 0.5%
 
78 1 0.5%
 
81 2 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
256 1 0.5%
 
231 1 0.5%
 
197 2 1.1%
 
194 2 1.1%
 
192 2 1.1%
 

num-of-cylinders
Categorical

Distinct count5
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
four
148
six
 
19
five
 
11
Other values (2)
 
5
ValueCountFrequency (%) 
four 148 80.9%
 
six 19 10.4%
 
five 11 6.0%
 
eight 4 2.2%
 
three 1 0.5%
 
Max length5
Mean length3.923497268
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

num-of-doors
Categorical

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
four
110
two
73
ValueCountFrequency (%) 
four 110 60.1%
 
two 73 39.9%
 
Max length4
Mean length3.601092896
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

num_cylinders
Numeric

Distinct count5
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.349726776
Minimum3
Maximum8
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile4
Q14
Median4
Q34
95-th percentile6
Maximum8
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.8439099424
Coef of variation0.1940144717
Kurtosis6.562659592
Mean4.349726776
MAD0.5804293947
Skewness2.534246041
Sum796
Variance0.7121839909
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[3. 3.5 4.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 148 80.9%
 
6 19 10.4%
 
5 11 6.0%
 
8 4 2.2%
 
3 1 0.5%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 0.5%
 
4 148 80.9%
 
5 11 6.0%
 
6 19 10.4%
 
8 4 2.2%
 

Maximum 5 values

ValueCountFrequency (%) 
8 4 2.2%
 
6 19 10.4%
 
5 11 6.0%
 
4 148 80.9%
 
3 1 0.5%
 

num_doors
Categorical

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
4
110
2
73
ValueCountFrequency (%) 
4 110 60.1%
 
2 73 39.9%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

peak-rpm
Numeric

Distinct count20
Unique (%)10.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5095.628415
Minimum4150
Maximum6600
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4150
5-th percentile4205
Q14800
Median5200
Q35500
95-th percentile5800
Maximum6600
Range2450
Interquartile range700

Descriptive statistics

Standard deviation469.6357177
Coef of variation0.09216443575
Kurtosis0.2563262062
Mean5095.628415
MAD377.8106244
Skewness0.05350848166
Sum932500
Variance220557.7073
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=20)
Histogram
Histogram with variable size bins (bins=[4150. 4225. 4775. 4850. 4950. ... 5150. 5225. 5450. 5550. 6600.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5500 36 19.7%
 
4800 35 19.1%
 
5200 23 12.6%
 
5000 21 11.5%
 
5400 11 6.0%
 
5800 7 3.8%
 
4500 7 3.8%
 
5250 7 3.8%
 
6000 5 2.7%
 
4200 5 2.7%
 
Other values (10) 26 14.2%
 

Minimum 5 values

ValueCountFrequency (%) 
4150 5 2.7%
 
4200 5 2.7%
 
4250 3 1.6%
 
4350 4 2.2%
 
4400 3 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
6600 2 1.1%
 
6000 5 2.7%
 
5800 7 3.8%
 
5600 1 0.5%
 
5500 36 19.7%
 

price
Numeric

Distinct count169
Unique (%)92.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12709.85883
Minimum5118
Maximum45400
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5118
5-th percentile6104.4
Q17649
Median9988
Q316214
95-th percentile28240.8
Maximum45400
Range40282
Interquartile range8565

Descriptive statistics

Standard deviation7438.115517
Coef of variation0.5852240858
Kurtosis4.29150755
Mean12709.85883
MAD5493.299531
Skewness1.925296147
Sum2325904.167
Variance55325562.44
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 5118. 9992. 18997.5 45400. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
13499 2 1.1%
 
6692 2 1.1%
 
7957 2 1.1%
 
7775 2 1.1%
 
6229 2 1.1%
 
8845 2 1.1%
 
7609 2 1.1%
 
8495 2 1.1%
 
7295 2 1.1%
 
7898 2 1.1%
 
Other values (159) 163 89.1%
 

Minimum 5 values

ValueCountFrequency (%) 
5118 1 0.5%
 
5151 1 0.5%
 
5195 1 0.5%
 
5348 1 0.5%
 
5389 1 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
45400 1 0.5%
 
41315 1 0.5%
 
40960 1 0.5%
 
36880 1 0.5%
 
35056 1 0.5%
 

risk_analysis
Categorical

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
RISK
97
SAFE
86
ValueCountFrequency (%) 
RISK 97 53.0%
 
SAFE 86 47.0%
 
Max length4
Mean length4
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

risky
Boolean

Distinct count2
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
1
97
0
86
ValueCountFrequency (%) 
1 97 53.0%
 
0 86 47.0%
 

stroke
Categorical

Distinct count32
Unique (%)17.5%
Missing (%)0.0%
Missing (n)0
3.4
 
20
3.15
 
14
3.03
 
14
Other values (29)
135
ValueCountFrequency (%) 
3.4 20 10.9%
 
3.15 14 7.7%
 
3.03 14 7.7%
 
3.23 12 6.6%
 
3.39 11 6.0%
 
2.64 11 6.0%
 
3.29 9 4.9%
 
3.35 9 4.9%
 
3.46 8 4.4%
 
3.41 6 3.3%
 
Other values (22) 69 37.7%
 
Max length4
Mean length3.830601093
Min length3
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

symboling
Numeric

Distinct count6
Unique (%)3.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.737704918
Minimum-2
Maximum3
Zeros (%)33.3%
Mini histogram

Quantile statistics

Minimum-2
5-th percentile-1
Q10
Median1
Q32
95-th percentile3
Maximum3
Range5
Interquartile range2

Descriptive statistics

Standard deviation1.20759919
Coef of variation1.63696779
Kurtosis-0.5531873422
Mean0.737704918
MAD0.9993729284
Skewness0.2149784198
Sum135
Variance1.458295803
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[-2. -0.5 1.5 3. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 61 33.3%
 
1 49 26.8%
 
2 30 16.4%
 
-1 22 12.0%
 
3 18 9.8%
 
-2 3 1.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-2 3 1.6%
 
-1 22 12.0%
 
0 61 33.3%
 
1 49 26.8%
 
2 30 16.4%
 

Maximum 5 values

ValueCountFrequency (%) 
3 18 9.8%
 
2 30 16.4%
 
1 49 26.8%
 
0 61 33.3%
 
-1 22 12.0%
 

wheel-base
Highly correlated

This variable is highly correlated with Area and should be ignored for analysis

Correlation0.9223772163

width
Numeric

Distinct count36
Unique (%)19.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65.90983607
Minimum60.3
Maximum72
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum60.3
5-th percentile63.6
Q164
Median65.5
Q366.9
95-th percentile70.3
Maximum72
Range11.7
Interquartile range2.9

Descriptive statistics

Standard deviation2.116006885
Coef of variation0.03210456908
Kurtosis0.6218828726
Mean65.90983607
MAD1.673367374
Skewness0.8741677478
Sum12061.5
Variance4.477485138
Memory size1.5 KiB
Histogram
Histogram with fixed size bins (bins=36)
Histogram
Histogram with variable size bins (bins=[60.3 63.5 63.7 63.85 64.5 ... 65.55 66.45 66.7 68.6 72. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
63.8 23 12.6%
 
66.5 21 11.5%
 
65.4 15 8.2%
 
64.4 10 5.5%
 
68.4 10 5.5%
 
64 9 4.9%
 
63.6 9 4.9%
 
65.5 7 3.8%
 
65.6 6 3.3%
 
66.3 6 3.3%
 
Other values (26) 67 36.6%
 

Minimum 5 values

ValueCountFrequency (%) 
60.3 1 0.5%
 
62.5 1 0.5%
 
63.4 1 0.5%
 
63.6 9 4.9%
 
63.8 23 12.6%
 

Maximum 5 values

ValueCountFrequency (%) 
72 1 0.5%
 
71.7 3 1.6%
 
71.4 3 1.6%
 
70.9 1 0.5%
 
70.5 1 0.5%
 

Correlations

Missing values

Sample

First rows

Areaaspirationbody-styleborecity-mpgcompression-ratiocurb-weightdf_indexdrive-wheelsengine-locationengine-sizeengine-typeengine_size_ccfuel-systemfuel-typeheighthighway-mpghorsepowerhp2cw_ratiolengthmakenormalized-lossesnum-of-cylindersnum-of-doorsnum_cylindersnum_doorspeak-rpmpricerisk_analysisriskystrokesymbolingwheel-basewidth
0634816.956stdsedan3.192410.023370Front Wheel Drivefront109ohc1786mpfigas54.3301020.043646176.6audi164.0fourfour44550013950.000000RISK13.4299.866.2
1636734.832stdsedan3.19188.028241Four Wheel Drivefront136ohc2228mpfigas54.3221150.040722176.6audi164.0fivefour54550017450.000000RISK13.4299.466.4
2624189.969stdsedan3.19198.525072Front Wheel Drivefront136ohc2228mpfigas53.1251100.043877177.3audi161.0fivetwo52550015250.000000RISK13.4299.866.3
3766364.046stdsedan3.19198.528443Front Wheel Drivefront136ohc2228mpfigas55.7251100.038678192.7audi158.0fivefour54550017710.000000RISK13.41105.871.4
4766364.046stdwagon3.19198.529544Front Wheel Drivefront136ohc2228mpfigas55.7251100.037238192.7audi161.0fivefour54550018920.000000RISK13.41105.871.4
5769115.802turbosedan3.13178.330865Front Wheel Drivefront131ohc2146mpfigas55.9201400.045366192.7audi158.0fivefour54550023875.000000RISK13.41105.871.4
6629188.560turbohatchback3.13167.030536Four Wheel Drivefront131ohc2146mpfigas52.0221600.052407178.2audi161.0fivetwo52550017859.166667SAFE03.4099.567.9
7622095.552stdsedan3.5238.823957Rear Wheel Drivefront108ohc1769mpfigas54.3291010.042171176.8bmw192.0fourtwo42580016430.000000RISK12.82101.264.8
8622095.552stdsedan3.5238.823958Rear Wheel Drivefront108ohc1769mpfigas54.3291010.042171176.8bmw192.0fourfour44580016925.000000SAFE02.80101.264.8
9622095.552stdsedan3.31219.027109Rear Wheel Drivefront164ohc2687mpfigas54.3281210.044649176.8bmw188.0sixtwo62425020970.000000SAFE03.190101.264.8

Last rows

Areaaspirationbody-styleborecity-mpgcompression-ratiocurb-weightdf_indexdrive-wheelsengine-locationengine-sizeengine-typeengine_size_ccfuel-systemfuel-typeheighthighway-mpghorsepowerhp2cw_ratiolengthmakenormalized-lossesnum-of-cylindersnum-of-doorsnum_cylindersnum_doorspeak-rpmpricerisk_analysisriskystrokesymbolingwheel-basewidth
173729523.200stdwagon3.78239.53034179Rear Wheel Drivefront141ohc2310mpfigas57.5281140.037574188.8volvo74.0fourfour44540013415.0SAFE03.15-1104.367.2
174713029.632stdsedan3.78249.52935180Rear Wheel Drivefront141ohc2310mpfigas56.2281140.038842188.8volvo103.0fourfour44540015985.0SAFE03.15-2104.367.2
175729523.200stdwagon3.78249.53042181Rear Wheel Drivefront141ohc2310mpfigas57.5281140.037475188.8volvo74.0fourfour44540016515.0SAFE03.15-1104.367.2
176713029.632turbosedan3.62177.53045182Rear Wheel Drivefront130ohc2130mpfigas56.2221620.053202188.8volvo103.0fourfour44510018420.0SAFE03.15-2104.367.2
177729523.200turbowagon3.62177.53157183Rear Wheel Drivefront130ohc2130mpfigas57.5221620.051315188.8volvo74.0fourfour44510018950.0SAFE03.15-1104.367.2
178721961.760stdsedan3.78239.52952184Rear Wheel Drivefront141ohc2310mpfigas55.5281140.038618188.8volvo95.0fourfour44540016845.0SAFE03.15-1109.168.9
179720913.920turbosedan3.78198.73049185Rear Wheel Drivefront141ohc2310mpfigas55.5251600.052476188.8volvo95.0fourfour44530019045.0SAFE03.15-1109.168.8
180721961.760stdsedan3.58188.83012186Rear Wheel Drivefront173ohcv2834mpfigas55.5231340.044489188.8volvo95.0sixfour64550021485.0SAFE02.87-1109.168.9
181721961.760turbosedan3.012623.03217187Rear Wheel Drivefront145ohc2376ididiesel55.5271060.032950188.8volvo95.0sixfour64480022470.0SAFE03.4-1109.168.9
182721961.760turbosedan3.78199.53062188Rear Wheel Drivefront141ohc2310mpfigas55.5251140.037231188.8volvo95.0fourfour44540022625.0SAFE03.15-1109.168.9